Ligency ​

    AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents

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    Generative AI · Online Course

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    The AI Engineer Core Track: LLM Engineering, RAG, QLoRA, Agents course, curated by Ligency, represents a highly comprehensive blueprint for developers aiming to transition into the rapidly evolving field of Generative AI engineering. This structured, project-driven program guides learners through the transition from standard software engineering to crafting production-grade artificial intelligence systems. Over an intensive path, students tackle eight real-world practical applications, establishing a robust portfolio that demonstrates capability in advanced AI concepts. The curriculum bridges theoretical foundations with cutting-edge methodologies. It covers everything from intelligent web scraping and multi-modal customer support agents with advanced function-calling to high-performance tasks like optimizing code speed and building retrieval-augmented generation (RAG) knowledge-bases. Furthermore, learners master fine-tuning open-source models using techniques like LoRA and QLoRA to challenge multi-billion-parameter frontier models in specialized tasks. By diving into autonomous multi-agent environments, this curriculum equips participants to architect complex workflows where independent AI agents collaborate to solve intricate problems. This track is ideal for software engineers, data scientists, and tech professionals aiming to build viable, high-performance LLM products and stay at the forefront of the Generative AI revolution.

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    Ligency is a specialized team of AI engineers and educators dedicated to bridging the gap between theoretical machine learning concepts and practical, production-grade applications. With a focus on the rapidly evolving landscape of Large Language Models (LLMs), agents, and automation, Ligency has established itself as a premier technical resource for students aiming to transition from casual AI users to professional AI builders. Their pedagogical approach is deeply rooted in the philosophy of learning by doing, prioritizing hands-on implementation over passive observation. By demystifying complex technologies such as RAG (Retrieval-Augmented Generation), QLoRA, and agentic workflows, they provide a structured pathway for…Show more

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    Program Overview

    Online Course

    Learning format

    Generative AI

    Subcategory

    $69.99 (list $9.99)

    Price

    Price may change · updated within 1–2 weeks

    English

    Course language

    What You'll Learn

    • Project 1: Make AI-powered brochure generator that scrapes and navigates company websites intelligently.
    • Project 2: Build Multi-modal customer support agent for an airline with UI and function-calling.
    • Project 3: Develop Tool that creates meeting minutes and action items from audio using both open- and closed-source models.
    • Project 4: Make AI that converts Python code to optimized C++, boosting performance by 60,000x!
    • Project 5: Build AI knowledge-worker using RAG to become an expert on all company-related matters.
    • Project 6: Capstone Part A – Predict product prices from short descriptions using Frontier models.
    • Project 7: Capstone Part B – Execute Fine-tuned open-source model to compete with Frontier in price prediction.
    • Project 8: Capstone Part C – Build Autonomous multi agent system collaborating with models to spot deals and notify you of special bargains.
    • Compare and contrast the latest techniques for improving the performance of your LLM solution, such as RAG, fine-tuning and agentic workflows
    • Weigh up the leading 10 frontier and 10 open-source LLMs, and be able to select the best choice for a given task

    Best For

    • Software engineers looking to transition into AI-focused development roles
    • Data scientists who need practical experience building and deploying LLM applications
    • Tech professionals aiming to build production-grade RAG and agentic systems
    • Developers who prefer a project-driven curriculum over purely theoretical study

    Not For

    • Complete beginners with no prior programming experience in Python
    • Individuals seeking a purely academic or mathematical exploration of neural networks
    • People looking for a high-level conceptual overview without hands-on coding work

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